At Chartbeat we are thinking about adding probabilistic counters to our infrastructure, HyperLogLog (HLL) in particular. One of the challenges with something like this is to make it redundant and have somewhat good performance. Since HyperLogLog is a relatively new approach to cardinality approximation there are not many off the shelf solutions, so why not try and implement HLL in Cassandra?